{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/Google Drive (weikang@ucr.edu)/python_repos/pysal-refactor/libpysal/libpysal/io/iohandlers/__init__.py:25: UserWarning: SQLAlchemy and Geomet not installed, database I/O disabled\n",
      "  warnings.warn('SQLAlchemy and Geomet not installed, database I/O disabled')\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import libpysal as ps\n",
    "from mgwr.gwr import GWR, MGWR\n",
    "from mgwr.sel_bw import Sel_BW\n",
    "import geopandas as gp\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2028dcc0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Load Georgia dataset and generate plot of Georgia counties (figure 1)\n",
    "georgia = gp.read_file(ps.examples.get_path('G_utm.shp'))\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "georgia.plot(ax=ax, **{'edgecolor':'black', 'facecolor':'white'})\n",
    "georgia.centroid.plot(ax=ax, c='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Prepare Georgia dataset inputs\n",
    "y = georgia['PctBach'].values.reshape((-1,1))\n",
    "X = georgia[['PctFB', 'PctBlack', 'PctRural']].values\n",
    "u = georgia['X']\n",
    "v = georgia['Y']\n",
    "coords = list(zip(u,v))\n",
    "\n",
    "np.random.seed(908)\n",
    "sample = np.random.choice(range(159), 10)\n",
    "mask = np.ones_like(y,dtype=bool).flatten()\n",
    "mask[sample] = False\n",
    "\n",
    "cal_coords = coords[mask]\n",
    "cal_y = y[mask]\n",
    "cal_X = X[mask]\n",
    "\n",
    "pred_coords = coords[~mask]\n",
    "pred_y = y[~mask]\n",
    "pred_X = X[~mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "109.0\n"
     ]
    }
   ],
   "source": [
    "#Calibrate GWR model\n",
    "\n",
    "gwr_selector = Sel_BW(cal_coords, cal_y, cal_X)\n",
    "gwr_bw = gwr_selector.search(bw_min=2)\n",
    "print(gwr_bw)\n",
    "model = GWR(cal_coords, cal_y, cal_X, gwr_bw)\n",
    "gwr_results = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "scale = gwr_results.scale\n",
    "residuals = gwr_results.resid_response\n",
    "\n",
    "pred_results = model.predict(pred_coords, pred_X, scale, residuals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[12.17204646],\n",
       "       [17.23453734],\n",
       "       [10.77131683],\n",
       "       [13.70057966],\n",
       "       [ 4.29466558],\n",
       "       [ 9.54432956],\n",
       "       [ 7.57597975],\n",
       "       [20.24941349],\n",
       "       [10.82796502],\n",
       "       [ 7.10512614]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_results.predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 9.2],\n",
       "       [18.6],\n",
       "       [ 9.4],\n",
       "       [13.7],\n",
       "       [ 6.8],\n",
       "       [ 7.7],\n",
       "       [ 4.6],\n",
       "       [16.6],\n",
       "       [ 9.5],\n",
       "       [ 5.6]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9142492684278577"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(pred_results.predictions.flatten(), pred_y.flatten())[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
